{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "### ARTEAR 2021.11"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "配置"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "outputs": [],
   "source": [
    "sample_rate = 44100\n",
    "buffer_size = 256\n",
    "\n",
    "plugin_paths = {\n",
    "    'Sylenth1': 'C:/VstPlugins/64bit/Sylenth1.dll',\n",
    "    'TruePianos': 'C:/VstPlugins/64bit/Vstplugins/TruePianos x64.dll',\n",
    "}\n",
    "\n",
    "preset_dirs = {\n",
    "    'Sylenth1': 'presets/sylenth1',\n",
    "}\n",
    "\n",
    "# preset_gen_model_one_filename = 'models/preset_gen/model_one.h5'\n",
    "res_dir = 'C:/dev_spa/artear_1/res'\n",
    "\n",
    "wav_gen_dir = 'C:/dev_spa/artear_1/wav_gen'\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\anaconda3\\envs\\dawdmr\\lib\\site-packages\\librosa\\display.py:954: UserWarning: Trying to display complex-valued input. Showing magnitude instead.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1080x360 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(84, 319)\n",
      "[[ 8.1657790e-02+6.7643392e-05j  1.4715008e-03-1.4591590e-02j\n",
      "  -2.5236036e-03-7.2481716e-04j ... -3.1310183e-06-2.2761258e-06j\n",
      "   9.4627840e-06+6.3312698e-05j  3.3327108e-04+4.2388299e-05j]\n",
      " [ 8.1086531e-02-2.1067393e-05j  4.7874269e-03-1.3446939e-02j\n",
      "  -2.0799732e-03-6.0568581e-04j ... -3.0555095e-06-1.9493182e-06j\n",
      "   2.5730986e-05+5.6914068e-05j  3.3509877e-04+3.2987249e-05j]\n",
      " [ 8.8587716e-02-1.6378212e-05j  5.1594246e-03-7.9499548e-03j\n",
      "  -1.6552365e-03-2.0308493e-04j ... -2.7555050e-06-1.6705588e-06j\n",
      "   2.9282244e-05+3.2011128e-05j  3.7561756e-04+3.5213947e-05j]\n",
      " ...\n",
      " [ 1.7379773e-01+2.6197680e-03j -6.3597993e-03+2.0102016e-03j\n",
      "  -9.6205139e-04+1.1409809e-04j ...  3.7412469e-03+4.9905023e-03j\n",
      "  -3.1221798e-03-3.9364472e-03j -3.8205611e-04+4.5821667e-03j]\n",
      " [ 1.1199674e-01-4.5160991e-03j -8.4353138e-05+1.3603768e-03j\n",
      "  -1.0749834e-03-1.4182162e-03j ... -6.8293500e-04-1.3437821e-02j\n",
      "  -1.4052867e-02-6.8616150e-03j -1.4514279e-02+6.3884021e-03j]\n",
      " [-1.3016492e-01-5.0450806e-03j  1.8902409e-03-2.5254313e-03j\n",
      "  -1.3569706e-03-2.2415542e-03j ... -3.3336000e-03-2.6990542e-02j\n",
      "  -2.4377413e-02-1.1925081e-02j -2.4553644e-02+1.1867107e-02j]]\n"
     ]
    }
   ],
   "source": [
    "from librosa import display as rosadisplay\n",
    "import librosa\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "data, sr = librosa.load('test8.wav')\n",
    "hop_length = 512\n",
    "chromagram = librosa.vqt(data, hop_length=hop_length)\n",
    "plt.figure(figsize=(15, 5))\n",
    "rosadisplay.specshow(chromagram, x_axis='time', y_axis='chroma', hop_length=hop_length, cmap='coolwarm')\n",
    "\n",
    "plt.show()\n",
    "print(chromagram.shape)\n",
    "print(chromagram)"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(128, 319)\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1080x360 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(128, 319)\n",
      "[[7.9647994e-01 1.9922678e-01 1.0684272e-04 ... 2.4141456e-09\n",
      "  5.9752875e-07 3.4813231e-06]\n",
      " [8.5978329e-01 2.1395995e-01 1.2371474e-04 ... 7.3083672e-09\n",
      "  8.0440907e-07 6.0418092e-06]\n",
      " [9.4895643e-01 2.3729321e-01 1.0182541e-04 ... 1.3733669e-08\n",
      "  6.8059740e-07 2.0715070e-06]\n",
      " ...\n",
      " [2.9954946e-04 8.1305021e-05 8.3219556e-06 ... 1.0456720e-06\n",
      "  1.0359807e-06 7.2112658e-07]\n",
      " [2.0402117e-04 5.1077099e-05 9.1134680e-08 ... 1.7835109e-07\n",
      "  1.7584391e-07 1.1117182e-07]\n",
      " [1.5005478e-04 3.7512920e-05 1.8365212e-09 ... 1.1195044e-09\n",
      "  1.1373795e-09 7.2546291e-10]]\n"
     ]
    }
   ],
   "source": [
    "from librosa import display as rosadisplay\n",
    "import librosa\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "data, sr = librosa.load(r\"B:\\codes\\ds\\DMuse\\artear\\audio\\test8.wav\")\n",
    "hop_length = 512\n",
    "chromagram = librosa.feature.melspectrogram(data, sr, hop_length=hop_length)\n",
    "print(chromagram.shape)\n",
    "plt.figure(figsize=(15, 5))\n",
    "rosadisplay.specshow(chromagram, x_axis='time', y_axis='chroma', hop_length=hop_length, cmap='coolwarm')\n",
    "\n",
    "plt.show()\n",
    "print(chromagram.shape)\n",
    "print(chromagram)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['C:/dev_spa/artear_1/res/1.mid', 'C:/dev_spa/artear_1/res/MIDI库/chord/20200817_01.mid', 'C:/dev_spa/artear_1/res/MIDI库/chord/20200818_01.mid', 'C:/dev_spa/artear_1/res/MIDI库/chord/20200818_02.mid', 'C:/dev_spa/artear_1/res/MIDI库/chord/20200819_01.mid', 'C:/dev_spa/artear_1/res/MIDI库/chord/20200819_02.mid', 'C:/dev_spa/artear_1/res/MIDI库/chord/20200820_01.mid', 'C:/dev_spa/artear_1/res/MIDI库/chord/20201019_01.mid', 'C:/dev_spa/artear_1/res/MIDI库/chord/20201101_01.mid', 'C:/dev_spa/artear_1/res/MIDI库/chord/20201114_01.mid', 'C:/dev_spa/artear_1/res/MIDI库/chord/20201115_01.mid', 'C:/dev_spa/artear_1/res/MIDI库/chord/20201115_02.mid', 'C:/dev_spa/artear_1/res/MIDI库/chord/20201116_01.mid', 'C:/dev_spa/artear_1/res/MIDI库/chord/20201207_01.mid', 'C:/dev_spa/artear_1/res/MIDI库/chord/20201208_01.mid', 'C:/dev_spa/artear_1/res/MIDI库/chord/20201208_02.mid', 'C:/dev_spa/artear_1/res/MIDI库/chord/20201209_01.mid', 'C:/dev_spa/artear_1/res/MIDI库/chord/20201211_01.mid', 'C:/dev_spa/artear_1/res/MIDI库/chord/20201211_02.mid', 'C:/dev_spa/artear_1/res/MIDI库/chord/20201211_03.mid', 'C:/dev_spa/artear_1/res/MIDI库/chord/20201211_04.mid', 'C:/dev_spa/artear_1/res/MIDI库/chord/20201214_01.mid', 'C:/dev_spa/artear_1/res/MIDI库/chord/20201214_02.mid', 'C:/dev_spa/artear_1/res/MIDI库/chord/20201214_03.mid', 'C:/dev_spa/artear_1/res/MIDI库/chord/20210125_01.mid', 'C:/dev_spa/artear_1/res/MIDI库/chord/20210127_01.mid', 'C:/dev_spa/artear_1/res/MIDI库/chord/20210212_01.mid', 'C:/dev_spa/artear_1/res/MIDI库/chord/20210212_02.mid', 'C:/dev_spa/artear_1/res/MIDI库/melody/20200820_02.mid', 'C:/dev_spa/artear_1/res/MIDI库/melody/20200820_03.mid', 'C:/dev_spa/artear_1/res/MIDI库/melody/20200820_04.mid', 'C:/dev_spa/artear_1/res/MIDI库/multi/20210127_02.mid', 'C:/dev_spa/artear_1/res/MIDI库/multi/20210127_03.mid', 'C:/dev_spa/artear_1/res/MIDI库/multi/20210127_04.mid']\n",
      "\n",
      "['C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/DomKane_LD_PluckerUp.fxp', 'C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/LEAD - Euphoric Pluck.fxp', 'C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/LEAD - Plucky Square.fxp', 'C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/LEAD - Progressive Pluck 2.fxp', 'C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/MitiS Pluck Crush.fxp', 'C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/MitiS Pluck SAW.fxp', 'C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/MitiS pluck Sqaure.fxp', 'C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/MitiS Pretty pluck.fxp', 'C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/MitiS Super Trance Pluck.fxp', 'C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/PLUCK - 02.fxp', 'C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/PLUCK - 05.fxp', 'C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/PLUCK - 06.fxp', 'C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/PLUCK - 07.fxp', 'C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/PLUCK - 09.fxp', 'C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/PLUCK - Countdown.fxp', 'C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/PLUCK - Drifter.fxp', 'C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/PLUCK - Jungle.fxp', 'C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/PLUCK - Low Low Low.fxp', 'C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/PLUCK - Pouka.fxp', 'C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/PLUCK - Summer.fxp', 'C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/Pluck [Digital Mallets].fxp', 'C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/R3hab Pluck 1.fxp', 'C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/R3hab Pluck 10.fxp', 'C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/R3hab Pluck 2.fxp', 'C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/R3hab Pluck 3.fxp', 'C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/R3hab Pluck 4.fxp', 'C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/R3hab Pluck 5.fxp', 'C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/R3hab Pluck 6.fxp', 'C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/R3hab Pluck 7.fxp', 'C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/R3hab Pluck 8.fxp', 'C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/R3hab Pluck 9.fxp', 'C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/VANDALISM_Pluck_Shiver.fxp', 'C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/WM SYNTH - PLUCK 01.fxp', 'C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/WM SYNTH - PLUCK 02.fxp', 'C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/WM SYNTH - PLUCK 03.fxp']\n",
      "\n"
     ]
    }
   ],
   "source": [
    "def get_files(directory, ext):\n",
    "    import os\n",
    "    path_list = []\n",
    "    for paths in [[os.path.join(dirpath, name).replace('\\\\', '/') for name in filenames if name.endswith('.' + ext)] for dirpath, dirnames, filenames in os.walk(directory)]:\n",
    "        path_list.extend(paths)\n",
    "    return path_list\n",
    "\n",
    "mid_paths = get_files(res_dir, 'mid')\n",
    "fxp_paths = get_files(res_dir, 'fxp')\n",
    "\n",
    "print(mid_paths, end='\\n\\n')\n",
    "print(fxp_paths, end='\\n\\n')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Rendering: C:/dev_spa/artear_1/res/1.mid C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/PLUCK - 05.fxp\n",
      "Writing: C:/dev_spa/artear_1/wav_gen\\1.wav\n",
      "Rendering: C:/dev_spa/artear_1/res/MIDI库/chord/20200817_01.mid C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/PLUCK - 06.fxp\n",
      "Writing: C:/dev_spa/artear_1/wav_gen\\20200817_01.wav\n",
      "Rendering: C:/dev_spa/artear_1/res/MIDI库/chord/20200818_01.mid C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/LEAD - Euphoric Pluck.fxp\n",
      "Writing: C:/dev_spa/artear_1/wav_gen\\20200818_01.wav\n",
      "Rendering: C:/dev_spa/artear_1/res/MIDI库/chord/20200818_02.mid C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/R3hab Pluck 8.fxp\n",
      "Writing: C:/dev_spa/artear_1/wav_gen\\20200818_02.wav\n",
      "Rendering: C:/dev_spa/artear_1/res/MIDI库/chord/20200819_01.mid C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/MitiS Super Trance Pluck.fxp\n",
      "Writing: C:/dev_spa/artear_1/wav_gen\\20200819_01.wav\n",
      "Rendering: C:/dev_spa/artear_1/res/MIDI库/chord/20200819_02.mid C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/R3hab Pluck 5.fxp\n",
      "Writing: C:/dev_spa/artear_1/wav_gen\\20200819_02.wav\n",
      "Rendering: C:/dev_spa/artear_1/res/MIDI库/chord/20200820_01.mid C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/R3hab Pluck 3.fxp\n",
      "Writing: C:/dev_spa/artear_1/wav_gen\\20200820_01.wav\n",
      "Rendering: C:/dev_spa/artear_1/res/MIDI库/chord/20201019_01.mid C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/PLUCK - Low Low Low.fxp\n",
      "Writing: C:/dev_spa/artear_1/wav_gen\\20201019_01.wav\n",
      "Rendering: C:/dev_spa/artear_1/res/MIDI库/chord/20201101_01.mid C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/MitiS Pluck Crush.fxp\n",
      "Writing: C:/dev_spa/artear_1/wav_gen\\20201101_01.wav\n",
      "Rendering: C:/dev_spa/artear_1/res/MIDI库/chord/20201114_01.mid C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/R3hab Pluck 2.fxp\n",
      "Writing: C:/dev_spa/artear_1/wav_gen\\20201114_01.wav\n",
      "Rendering: C:/dev_spa/artear_1/res/MIDI库/chord/20201115_01.mid C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/Pluck [Digital Mallets].fxp\n",
      "Writing: C:/dev_spa/artear_1/wav_gen\\20201115_01.wav\n",
      "Rendering: C:/dev_spa/artear_1/res/MIDI库/chord/20201115_02.mid C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/R3hab Pluck 5.fxp\n",
      "Writing: C:/dev_spa/artear_1/wav_gen\\20201115_02.wav\n",
      "Rendering: C:/dev_spa/artear_1/res/MIDI库/chord/20201116_01.mid C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/PLUCK - Jungle.fxp\n",
      "Writing: C:/dev_spa/artear_1/wav_gen\\20201116_01.wav\n",
      "Rendering: C:/dev_spa/artear_1/res/MIDI库/chord/20201207_01.mid C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/PLUCK - 06.fxp\n",
      "Writing: C:/dev_spa/artear_1/wav_gen\\20201207_01.wav\n",
      "Rendering: C:/dev_spa/artear_1/res/MIDI库/chord/20201208_01.mid C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/PLUCK - Drifter.fxp\n",
      "Writing: C:/dev_spa/artear_1/wav_gen\\20201208_01.wav\n",
      "Rendering: C:/dev_spa/artear_1/res/MIDI库/chord/20201208_02.mid C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/DomKane_LD_PluckerUp.fxp\n",
      "Writing: C:/dev_spa/artear_1/wav_gen\\20201208_02.wav\n",
      "Rendering: C:/dev_spa/artear_1/res/MIDI库/chord/20201209_01.mid C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/PLUCK - 05.fxp\n",
      "Writing: C:/dev_spa/artear_1/wav_gen\\20201209_01.wav\n",
      "Rendering: C:/dev_spa/artear_1/res/MIDI库/chord/20201211_01.mid C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/R3hab Pluck 5.fxp\n",
      "Writing: C:/dev_spa/artear_1/wav_gen\\20201211_01.wav\n",
      "Rendering: C:/dev_spa/artear_1/res/MIDI库/chord/20201211_02.mid C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/WM SYNTH - PLUCK 02.fxp\n",
      "Writing: C:/dev_spa/artear_1/wav_gen\\20201211_02.wav\n",
      "Rendering: C:/dev_spa/artear_1/res/MIDI库/chord/20201211_03.mid C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/R3hab Pluck 2.fxp\n",
      "Writing: C:/dev_spa/artear_1/wav_gen\\20201211_03.wav\n",
      "Rendering: C:/dev_spa/artear_1/res/MIDI库/chord/20201211_04.mid C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/PLUCK - Jungle.fxp\n",
      "Writing: C:/dev_spa/artear_1/wav_gen\\20201211_04.wav\n",
      "Rendering: C:/dev_spa/artear_1/res/MIDI库/chord/20201214_01.mid C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/MitiS Super Trance Pluck.fxp\n",
      "Writing: C:/dev_spa/artear_1/wav_gen\\20201214_01.wav\n",
      "Rendering: C:/dev_spa/artear_1/res/MIDI库/chord/20201214_02.mid C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/R3hab Pluck 2.fxp\n",
      "Writing: C:/dev_spa/artear_1/wav_gen\\20201214_02.wav\n",
      "Rendering: C:/dev_spa/artear_1/res/MIDI库/chord/20201214_03.mid C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/PLUCK - 06.fxp\n",
      "Writing: C:/dev_spa/artear_1/wav_gen\\20201214_03.wav\n",
      "Rendering: C:/dev_spa/artear_1/res/MIDI库/chord/20210125_01.mid C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/PLUCK - 06.fxp\n",
      "Writing: C:/dev_spa/artear_1/wav_gen\\20210125_01.wav\n",
      "Rendering: C:/dev_spa/artear_1/res/MIDI库/chord/20210127_01.mid C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/PLUCK - Pouka.fxp\n",
      "Writing: C:/dev_spa/artear_1/wav_gen\\20210127_01.wav\n",
      "Rendering: C:/dev_spa/artear_1/res/MIDI库/chord/20210212_01.mid C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/R3hab Pluck 4.fxp\n",
      "Writing: C:/dev_spa/artear_1/wav_gen\\20210212_01.wav\n",
      "Rendering: C:/dev_spa/artear_1/res/MIDI库/chord/20210212_02.mid C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/PLUCK - 02.fxp\n",
      "Writing: C:/dev_spa/artear_1/wav_gen\\20210212_02.wav\n",
      "Rendering: C:/dev_spa/artear_1/res/MIDI库/melody/20200820_02.mid C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/VANDALISM_Pluck_Shiver.fxp\n",
      "Writing: C:/dev_spa/artear_1/wav_gen\\20200820_02.wav\n",
      "Rendering: C:/dev_spa/artear_1/res/MIDI库/melody/20200820_03.mid C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/LEAD - Euphoric Pluck.fxp\n",
      "Writing: C:/dev_spa/artear_1/wav_gen\\20200820_03.wav\n",
      "Rendering: C:/dev_spa/artear_1/res/MIDI库/melody/20200820_04.mid C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/MitiS pluck Sqaure.fxp\n",
      "Writing: C:/dev_spa/artear_1/wav_gen\\20200820_04.wav\n",
      "Rendering: C:/dev_spa/artear_1/res/MIDI库/multi/20210127_02.mid C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/PLUCK - Low Low Low.fxp\n",
      "Writing: C:/dev_spa/artear_1/wav_gen\\20210127_02.wav\n",
      "Rendering: C:/dev_spa/artear_1/res/MIDI库/multi/20210127_03.mid C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/PLUCK - Summer.fxp\n",
      "Writing: C:/dev_spa/artear_1/wav_gen\\20210127_03.wav\n",
      "Rendering: C:/dev_spa/artear_1/res/MIDI库/multi/20210127_04.mid C:/dev_spa/artear_1/res/presets/sylenth1/pluck_20210629/R3hab Pluck 7.fxp\n",
      "Writing: C:/dev_spa/artear_1/wav_gen\\20210127_04.wav\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import random\n",
    "import dawdreamer as daw\n",
    "from scipy.io import wavfile\n",
    "\n",
    "engine = daw.RenderEngine(sample_rate, buffer_size)\n",
    "\n",
    "instr = engine.make_plugin_processor('instr_1', plugin_paths['Sylenth1'])\n",
    "engine.load_graph([(instr, [])])\n",
    "\n",
    "for mid in mid_paths:\n",
    "    fxp = random.choice(fxp_paths)\n",
    "    instr.load_midi(mid)\n",
    "    instr.load_preset(fxp)\n",
    "    print('Rendering:', mid, fxp)\n",
    "    engine.render(10.)\n",
    "    audio = engine.get_audio()\n",
    "    audio_path = os.path.join(wav_gen_dir, os.path.splitext(os.path.basename(mid))[0] + '.wav')\n",
    "    print('Writing:', audio_path)\n",
    "    wavfile.write(audio_path, sample_rate, audio.transpose())"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "C:/VstPlugins/64bit/Vstplugins/TruePianos x64.dll\n"
     ]
    }
   ],
   "source": [
    "print(plugin_paths['TruePianos'])"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(34, 84, 431)\n",
      "(34, 768)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Dajun\\AppData\\Local\\Temp/ipykernel_33784/1285035032.py:25: ComplexWarning: Casting complex values to real discards the imaginary part\n",
      "  input_n = np.array(list_input_n, dtype='float32')\n"
     ]
    }
   ],
   "source": [
    "from musicpy import read\n",
    "import librosa\n",
    "import numpy as np\n",
    "\n",
    "list_input_n, list_output_n = [], []\n",
    "\n",
    "wav_paths = get_files(wav_gen_dir, 'wav')\n",
    "for wav_file in wav_paths:\n",
    "    # print(wav_file)\n",
    "    wav_data, sr = librosa.load(wav_file)\n",
    "    data = librosa.vqt(wav_data, sr=sr, hop_length=512)\n",
    "    # print(data.shape)\n",
    "    list_input_n.append(data)\n",
    "\n",
    "for mid_file in mid_paths:\n",
    "    bpm, a = read(mid_file)[:2]\n",
    "    lst_ = [[bpm] + [i.degree / 128. for i in a],\n",
    "            [i.duration / 2. if i.duration <= 2 else 1. for i in a],\n",
    "            [interval / 2. if interval <= 2 else 1. for interval in a.interval]]\n",
    "    for i in range(len(lst_)):\n",
    "        lst_[i] = np.pad(np.array(lst_[i]), (0, 256 - len(lst_[i])), 'constant', constant_values=(0, 0))\n",
    "    lst = np.concatenate(lst_)\n",
    "    list_output_n.append(lst)\n",
    "\n",
    "input_n = np.array(list_input_n, dtype='float32')\n",
    "output_n = np.array(list_output_n, dtype='float32')\n",
    "print(input_n.shape, output_n.shape, sep='\\n')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "30 4\n",
      "\n",
      "(30, 84, 431) (4, 84, 431)\n",
      "(30, 768) (4, 768)\n"
     ]
    }
   ],
   "source": [
    "from tensorflow.keras import Input\n",
    "from tensorflow.keras.layers import Dense, Flatten\n",
    "from tensorflow.keras.models import Model\n",
    "# from tensorflow.keras.optimizers import Adam\n",
    "\n",
    "def build_model():\n",
    "    x = Input(shape=(84, 431, ), dtype='float32', name='input')\n",
    "    h = Flatten()(x)\n",
    "    h = Dense(1024, activation='relu')(h)\n",
    "    y = Dense(768, activation='relu', name='output')(h)\n",
    "    modl = Model(inputs=x, outputs=y)\n",
    "    modl.compile(optimizer='adam', loss='mse', metrics=['accuracy'])\n",
    "    return modl\n",
    "\n",
    "test_train_ratio = 0.9\n",
    "n_train = int(input_n.shape[0] * test_train_ratio)\n",
    "print(n_train, input_n.shape[0] - n_train)\n",
    "input_train, input_test = input_n[:n_train], input_n[n_train:]\n",
    "output_train, output_test = output_n[:n_train], output_n[n_train:]\n",
    "\n",
    "print()\n",
    "print(input_train.shape, input_test.shape)\n",
    "print(output_train.shape, output_test.shape)\n",
    "\n",
    "model = build_model()\n",
    "\n",
    "# model.fit(x=input_train, y=output_train, validation_data=(input_test, output_test), epochs=10, batch_size=4)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\anaconda3\\envs\\dawdmr\\lib\\site-packages\\numba\\np\\ufunc\\parallel.py:355: NumbaWarning: \u001B[1mThe TBB threading layer requires TBB version 2019.5 or later i.e., TBB_INTERFACE_VERSION >= 11005. Found TBB_INTERFACE_VERSION = 9103. The TBB threading layer is disabled.\u001B[0m\n",
      "  warnings.warn(problem)\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from ssqueezepy import ssq_cwt, ssq_stft\n",
    "\n",
    "\n",
    "def viz(x, Tx, Wx):\n",
    "    plt.imshow(np.abs(Wx), aspect='auto', cmap='jet')\n",
    "    plt.show()\n",
    "    plt.imshow(np.abs(Tx), aspect='auto', vmin=0, vmax=.2, cmap='jet')\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "N = 2048\n",
    "t = np.linspace(0, 10, N, endpoint=False)\n",
    "xo = np.cos(2 * np.pi * 2 * (np.exp(t / 2.2) - 1))\n",
    "xo += xo[::-1]  # add self reflected\n",
    "x = xo + np.sqrt(2) * np.random.randn(N)  # add noise\n",
    "\n",
    "plt.plot(xo);\n",
    "plt.show()\n",
    "plt.plot(x);\n",
    "plt.show()\n",
    "\n",
    "Twxo, Wxo, *_ = ssq_cwt(xo)\n",
    "viz(xo, Twxo, Wxo)\n",
    "\n",
    "Twx, Wx, *_ = ssq_cwt(x)\n",
    "viz(x, Twx, Wx)\n",
    "\n",
    "Tsxo, Sxo, *_ = ssq_stft(xo)\n",
    "viz(xo, np.flipud(Tsxo), np.flipud(Sxo))\n",
    "\n",
    "Tsx, Sx, *_ = ssq_stft(x)\n",
    "viz(x, np.flipud(Tsx), np.flipud(Sx))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}